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Estimated time of infection vs. confirmed infections

Following the ideas from Tomas Pueyo's Medium post "Coronavirus: Why You Must Act Now" [1], we assume the average time from infection to death at 23 days [2]. The data is pulled from the COVID-19 Data Repository by Johns Hopkins CSSE [3] every hour. Countries with a minimnum of 1000 confirmed cases and 40 confirmed deaths are included in this analysis.

The time from infection to death is equal to the incubation period plus the time from symptoms to death. This is used to estimate the time of the infections that lead to the observed deaths. We take the last fatality rate per country (total_cases/total_deaths) to estimate the number of infections that are responsible for the observed deaths.

In the figures below, you can observe successive waves of infections (dashed), detections (black) and deaths (red) for each country. The upper panel shows the absolute number of events. The dashed lines show the estimated number of infections. The lower panel shows the normalized number of events. Here the temporal delay between the waves and the relative change between each other can be observed.

[1] https://medium.com/@tomaspueyo/coronavirus-act-today-or-people-will-die-f4d3d9cd99ca

[2] https://github.com/midas-network/COVID-19/tree/master/parameter_estimates/2019_novel_coronavirus

[3] https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data/csse_covid_19_time_series

US
Brazil
India
Mexico
Peru
Russia
United Kingdom
Italy
France
Colombia
Argentina
Germany
Iran
Spain
Poland
South Africa
Indonesia
Ukraine
Turkey
Romania
Chile
Czechia
Hungary
Canada
Belgium
Philippines
Pakistan
Ecuador
Bulgaria
Netherlands
Iraq
Portugal
Bolivia
Egypt
Tunisia
Bangladesh
Japan
Sweden
Paraguay
Greece
Slovakia
Switzerland
Austria
Jordan
Bosnia and Herzegovina
Guatemala
Morocco
Nepal
Croatia
Saudi Arabia
Lebanon
Honduras
Serbia
Panama
Israel
Moldova
Uruguay
Malaysia
North Macedonia
Georgia
Ireland
Azerbaijan
Afghanistan
Costa Rica
China
Armenia
Slovenia
Lithuania
Ethiopia
Dominican Republic
Algeria
Kenya
West Bank and Gaza
Kazakhstan
Burma
Oman
Sri Lanka
Libya
Venezuela
Belarus
Sudan
Denmark
Latvia
Albania
Zambia
El Salvador
Kosovo
Thailand
Nigeria
Kyrgyzstan
South Korea
Kuwait
Syria
Zimbabwe
United Arab Emirates
Namibia
Montenegro
Bahrain
Cuba
Cameroon
Estonia
Malawi
Senegal
Botswana
Uganda
Jamaica
Finland
Congo (Kinshasa)
Madagascar
Angola
Australia
Mozambique
Trinidad and Tobago
Luxembourg
Ghana
Norway
Somalia
Uzbekistan
Cambodia
Taiwan*
Eswatini
Mongolia
Qatar
Suriname
Mali
Mauritania
Guyana
Rwanda
Haiti
Malta
Cyprus
Belize
Lesotho
Cote d'Ivoire
Cabo Verde
Bahamas
Maldives
Hong Kong
Papua New Guinea
Guinea
Burkina Faso
Congo (Brazzaville)
Gabon
Djibouti
Togo
Andorra
South Sudan

Ahead of the curve

Some countries start testing the population earlier in the outbreak than others. The time delay between the wave of deaths and the wave of confirmed cases is indicative for how early a country is detecting new cases ahead of the increase of deaths. Earlier detection means a better chances for successful isolation of an infected person and treatment of the desease.

We measure the distance of the maximum of cumulative deaths and new deaths to the number of infections to estimate the progression of the infection across countries.

If, in the early phase of the infection wave, the number of deaths rises faster than the number of confirmed cases, the distance drops, indicating that

A comparison of countries with respect to their mean time for reponse is presented below.

To determine the above values, we plot the number of confirmed cases (solid black lines) and the number of deaths (dashed black lines). From this, we measure the distance of the day of maximum deaths (dashed red lines) to the day of confirmed cases at this y-value.

The distance is indicative for how fast the humber of confirmed cases increases comapred to the increase of the number of deaths.

US
Brazil
India
Mexico
Peru
Russia
United Kingdom
Italy
France
Colombia
Argentina
Germany
Iran
Spain
Poland
South Africa
Indonesia
Ukraine
Turkey
Romania
Chile
Czechia
Hungary
Canada
Belgium
Philippines
Pakistan
Ecuador
Bulgaria
Netherlands
Iraq
Portugal
Bolivia
Egypt
Tunisia
Bangladesh
Japan
Sweden
Paraguay
Greece
Slovakia
Switzerland
Austria
Jordan
Bosnia and Herzegovina
Guatemala
Morocco
Nepal
Croatia
Saudi Arabia
Lebanon
Honduras
Serbia
Panama
Israel
Moldova
Uruguay
Malaysia
North Macedonia
Georgia
Ireland
Azerbaijan
Afghanistan
Costa Rica
China
Armenia
Slovenia
Lithuania
Ethiopia
Dominican Republic
Algeria
Kenya
West Bank and Gaza
Kazakhstan
Burma
Oman
Sri Lanka
Libya
Venezuela
Belarus
Sudan
Denmark
Latvia
Albania
Zambia
El Salvador
Kosovo
Thailand
Nigeria
Kyrgyzstan
South Korea
Kuwait
Syria
Zimbabwe
United Arab Emirates
Namibia
Montenegro
Bahrain
Cuba
Cameroon
Estonia
Malawi
Senegal
Botswana
Uganda
Jamaica
Finland
Congo (Kinshasa)
Madagascar
Angola
Australia
Mozambique
Trinidad and Tobago
Luxembourg
Ghana
Norway
Somalia
Uzbekistan
Cambodia
Taiwan*
Eswatini
Mongolia
Qatar
Suriname
Mali
Mauritania
Guyana
Rwanda
Haiti
Malta
Cyprus
Belize
Lesotho
Cote d'Ivoire
Cabo Verde
Bahamas
Maldives
Hong Kong
Papua New Guinea
Guinea
Burkina Faso
Congo (Brazzaville)
Gabon
Djibouti
Togo
Andorra
South Sudan